{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "0          6                           148              72   \n",
       "1          1                            85              66   \n",
       "2          8                           183              64   \n",
       "3          1                            89              66   \n",
       "4          0                           137              40   \n",
       "\n",
       "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "0                           35              0  33.6   \n",
       "1                           29              0  26.6   \n",
       "2                            0              0  23.3   \n",
       "3                           23             94  28.1   \n",
       "4                           35            168  43.1   \n",
       "\n",
       "   Diabetes_pedigree_function  Age  Target  \n",
       "0                       0.627   50       1  \n",
       "1                       0.351   31       0  \n",
       "2                       0.672   32       1  \n",
       "3                       0.167   21       0  \n",
       "4                       2.288   33       1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\"pima-indians-diabetes.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train : (768, 9)\n"
     ]
    }
   ],
   "source": [
    "print(\"Train :\", train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "pregnants                       768 non-null int64\n",
      "Plasma_glucose_concentration    768 non-null int64\n",
      "blood_pressure                  768 non-null int64\n",
      "Triceps_skin_fold_thickness     768 non-null int64\n",
      "serum_insulin                   768 non-null int64\n",
      "BMI                             768 non-null float64\n",
      "Diabetes_pedigree_function      768 non-null float64\n",
      "Age                             768 non-null int64\n",
      "Target                          768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>count</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>mean</td>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>std</td>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>min</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25%</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50%</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>75%</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>max</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid character in identifier (<ipython-input-9-d62d5e6e179f>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-9-d62d5e6e179f>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    具体来说，下列变量的最小值为0时数据无意义： 1、血浆葡萄糖浓度 2、舒张压 3、肱三头肌皮褶厚度 4、餐后血清胰岛素 5、体重指数\u001b[0m\n\u001b[1;37m                         ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid character in identifier\n"
     ]
    }
   ],
   "source": [
    "具体来说，下列变量的最小值为0时数据无意义： 1、血浆葡萄糖浓度 2、舒张压 3、肱三头肌皮褶厚度 4、餐后血清胰岛素 5、体重指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plasma_glucose_concentration      5\n",
      "blood_pressure                   35\n",
      "Triceps_skin_fold_thickness     227\n",
      "serum_insulin                   374\n",
      "BMI                              11\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "NaN_col_names = ['Plasma_glucose_concentration','blood_pressure','Triceps_skin_fold_thickness','serum_insulin','BMI']\n",
    "print((train[NaN_col_names] == 0).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "第1、2、5列中0值较少；相比较而言，第3、4列中的0值多出数倍，接近总量的一半。 \n",
    "为了确保有足够的数据量来训练模型，针对不同的列需要有不同的缺失值判断策略。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(train['Target'])\n",
    "plt.xlabel('Diabetes')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEICAYAAACwDehOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAdSElEQVR4nO3de5gdVZnv8e8vCXfFgDQYk2ACT0SRUWAC4mUwihdATOSqHAajxomMiKjDCAjDZdAzoqKM4xEmCgKKXOQioChgJDAzyiUJBAIBiRhDIJBWAVEHmJD3/LFWlzuZ3d3Vu/atu3+f59nPrlpVtertZHe/u2qtWksRgZmZGcCYTgdgZmbdw0nBzMwKTgpmZlZwUjAzs4KTgpmZFZwUzMys0LKkIOl8SWskLa2z7ThJIWmbvC5JX5O0XNI9knZvVVxmZta/cS2s+wLg68BFtYWSJgPvAFbWFO8HTMuv1wPn5PcBbbPNNjFlypTmRGtmNkosWrTotxHRU29by5JCRNwqaUqdTV8FPgNcU1M2C7go0pN0t0kaL2lCRKwe6BxTpkxh4cKFzQrZzGxUkPSb/ra1tU1B0kzg0YhYssGmicAjNeurcpmZmbVRK28frUfS5sBJwDvrba5TVnf8DUlzgbkA22+/fdPiMzOz9l4p7AhMBZZIWgFMAhZLehnpymByzb6TgMfqVRIR8yJiekRM7+mpe0vMzMwa1LakEBH3RsS2ETElIqaQEsHuEfE4cC3wgdwLaS/g6cHaE8zMrPla2SX1EuAXwE6SVkmaM8Du1wMPA8uBbwIfa1VcZmbWv1b2Pjp8kO1TapYDOLpVsZiZWTl+otnMzApOCmZmVnBSMDOzQtueUxhOVn/jpErHT/jY55sUiZlZe/lKwczMCk4KZmZWcFIwM7OCk4KZmRWcFMzMrOCkYGZmBScFMzMrOCmYmVnBScHMzApOCmZmVnBSMDOzgpOCmZkVnBTMzKzgpGBmZgUnBTMzKzgpmJlZwUnBzMwKTgpmZlZoWVKQdL6kNZKW1pR9SdIDku6RdLWk8TXbTpS0XNKDkt7VqrjMzKx/rbxSuADYd4Oym4BdIuK1wC+BEwEk7Qy8H3hNPuYbksa2MDYzM6ujZUkhIm4Ffr9B2Y0RsTav3gZMysuzgEsj4rmI+DWwHNizVbGZmVl9nWxT+DDw47w8EXikZtuqXGZmZm3UkaQg6SRgLXBxX1Gd3aKfY+dKWihpYW9vb6tCNDMbldqeFCTNBg4AjoiIvj/8q4DJNbtNAh6rd3xEzIuI6RExvaenp7XBmpmNMm1NCpL2BY4HZkbEn2s2XQu8X9ImkqYC04A72hmbmZnBuFZVLOkSYAawjaRVwKmk3kabADdJArgtIo6KiPskXQ7cT7qtdHREvNCq2MzMrL6WJYWIOLxO8XkD7P954POtisfMzAbnJ5rNzKzgpGBmZgUnBTMzKzgpmJlZwUnBzMwKTgpmZlZwUjAzs4KTgpmZFZwUzMys0LInmtup95zvVjq+5+//tkmRmJkNb75SMDOzgpOCmZkVnBTMzKwwaFKQtIWkMXn5lZJmStqo9aGZmVm7lblSuBXYVNJEYD7wIeCCVgZlZmadUSYpKM+SdhDwbxFxILBza8MyM7NOKJUUJL0BOAL4US4bEV1ZzcxsfWWSwidJ02henafN3AG4ubVhmZlZJwz6jT8ibgFukbRFXn8Y+ESrAzMzs/Yr0/voDZLuB5bl9ddJ+kbLIzMzs7Yrc/vobOBdwO8AImIJsHcrgzIzs84o1WAcEY9Iqi16oTXhjEx3nfueho/d7ajrmhiJmdnAylwpPCLpjUBI2ljSceRbSQORdL6kNZKW1pRtLekmSQ/l961yuSR9TdJySfdI2r3hn8jMzBpWJikcBRwNTARWAbvm9cFcAOy7QdkJwPyImEZ6EO6EXL4fMC2/5gLnlKjfzMyarEzvo9+SnlEYkoi4VdKUDYpnATPy8oXAAuD4XH5RRARwm6TxkiZExOqhntfMzBpXpvfRhZLG16xvJen8Bs+3Xd8f+vy+bS6fCDxSs9+qXFYvnrmSFkpa2Nvb22AYZmZWT5nbR6+NiKf6ViLiSWC3JsehOmVRb8eImBcR0yNiek9PT5PDMDMb3cokhTF9DcKQGotpfJiLJyRNyPVMANbk8lXA5Jr9JgGPNXgOMzNrUJmkcBbwc0lnSDoD+DnwxQbPdy0wOy/PBq6pKf9A7oW0F/C02xPMzNqvTEPzRZIWAW8l3eY5KCLuH+w4SZeQGpW3kbQKOBX4AnC5pDnASuDQvPv1wP7AcuDPpOG5zcyszcreBnoAeLJvf0nbR8TKgQ6IiMP72bRPnX2Dct1czcyshQZNCpKOIX3Lf4L0JLNIjcCvbW1oZmbWbmWuFI4FdoqI37U6GDMz66xSw1wAT7c6EDMz67wyVwoPAwsk/Qh4rq8wIr7SsqjMzKwjyiSFlfm1cX6ZmdkIVaZL6ukAkraIiD+1PiQzM+sUz7xmZmYFz7xmZmaFMkmBiHhkgyLPvGZmNgKVaWheb+Y14BOUmHnNzMyGn1bOvGZmZsPMgFcKksYCR0bEkGdeMzOz4WfAK4WIeIE0VaaZmY0CZdoU/kvS14HLgOI5hYhY3LKozMysI8okhTfm93+uKQvgbc0Px8zMOmmwNoUxwDkRcXmb4jEzsw4arE1hHfDxNsViZmYdVqZL6k2SjpM0WdLWfa+WR2ZmZm1Xpk3hw/m99tmEAHZofjhmZtZJZUZJndqOQMzMrPPKzNH8gXrlEXFR88MxM7NOKnP7aI+a5U2BfYDFQMNJQdKngI+QbkPdC3wImABcCmyd6z8yIp5v9BxmZjZ0ZW4fHVO7LuklwHcaPaGkiaRB9XaOiP+WdDnwfmB/4KsRcamkc4E5wDmNnsfMzIau1NDZG/gzMK3ieccBm0kaB2wOrCY9DHdF3n4h8N6K5zAzsyEq06ZwHek2D6QksjPQ8MNsEfGopC+T5n3+b+BGYBHwVESszbutIo3KamZmbVSmTeHLNctrgd9ExKpGTyhpK9Ige1OBp4DvA/vV2TXqlCFpLjAXYPvtt280DDMzq6NMUlgJrI6IZwEkbSZpSkSsaPCcbwd+HRG9ub6rSOMrjZc0Ll8tTAIeq3dwRMwD5gFMnz69buIwM7PGlGlT+D6wrmb9hVzWqJXAXpI2lyRSb6b7gZuBQ/I+s4FrKpzDzMwaUCYpjKvtGpqXN270hBFxO6lBeTGpO+oY0jf/44FPS1oOvBQ4r9FzmJlZY8rcPuqVNDMirgWQNAv4bZWTRsSpwKkbFD8M7FmlXjMzq6ZMUjgKuDhPtAOpZ1Ddp5zNzGx4K/Pw2q9IbQAvAhQRz7Q+LDMz64RB2xQk/V9J4yPijxHxjKStJH2uHcGZmVl7lbl9tF9EfLZvJSKelLQ/cHLrwrL+XH/e/pWO33/O9U2KxMxGojK9j8ZK2qRvRdJmwCYD7G9mZsNUmSuF7wLzJX2b9JTxh0ljE5mZ2QhTpqH5i5LuIT2JDHBGRNzQ2rDMzKwTylwpANwFbES6UrirdeGYmVknlel9dBhwB2kIisOA2yUdMvBRZmY2HJW5UjgJ2CMi1gBI6gF+yl/mPjAzsxGiTO+jMX0JIftdyePMzGyYKXOl8BNJNwCX5PX3Ae7sbmY2ApXpffSPkg4C3gwImBcRV7c8MjMza7tSvY8i4irgqhbHYh1w/oXvrHT8h2ff2KRIzKwbuG3AzMwKTgpmZlboNylImp/fz2xfOGZm1kkDtSlMkPQWYKakS0mNzIWIWNzSyMzMrO0GSgqnACcAk4CvbLAtgLe1KigzM+uMfpNCRFwBXCHpnyLijDbGZGZmHVLmOYUzJM0E9s5FCyLih60Ny8zMOqHMgHj/AhwL3J9fx+YyMzMbYco8vPZuYNeIWAcg6ULS8NknNnpSSeOBbwG78JeJex4ELgOmACuAwyLiyUbPYWZmQ1f2OYXxNcsvacJ5/xX4SUS8CngdsIzUqD0/IqYB8/O6mZm1UZkrhX8B7pJ0M6lb6t5Uu0rYMtfxQYCIeB54XtIsYEbe7UJgAXB8o+cxM7OhK9PQfImkBcAepKRwfEQ8XuGcOwC9wLclvQ5YRGqz2C4iVudzrpa0bYVzmJlZA0rdPoqI1RFxbURcUzEhQEpEuwPnRMRuwJ8Ywq0iSXMlLZS0sLe3t2IoZmZWqxNjH60CVkXE7Xn9ClKSeELSBID8vqbewRExLyKmR8T0np6etgRsZjZatD0p5CuNRyTtlIv2IXV1vRaYnctmA9e0OzYzs9FuwDYFSWOAeyJilyaf9xjgYkkbAw8DHyIlqMslzQFWAoc2+ZxmZjaIAZNCRKyTtETS9hGxslknjYi7gel1Nu3TrHNYZ3zusnc1fOzJ77uhiZGYWSPKdEmdANwn6Q5SozAAETGzZVGZmVlHlEkKp7c8CjMz6wplnlO4RdIrgGkR8VNJmwNjWx+amZm1W5kB8f6O1G3033PRROAHrQzKzMw6o0yX1KOBNwF/AIiIhwA/bWxmNgKVSQrP5fGJAJA0jjSyqZmZjTBlksItkj4LbCbpHcD3getaG5aZmXVCmaRwAmkAu3uBjwLXAye3MigzM+uMMr2P1uWJdW4n3TZ6MCJ8+8jMbAQaNClIejdwLvAr0tDZUyV9NCJ+3OrgzMysvco8vHYW8NaIWA4gaUfgR4CTgrXUftccXun4H8+6pEmRmI0eZdoU1vQlhOxh+hnW2szMhrd+rxQkHZQX75N0PXA5qU3hUODONsRmZmZtNtDto/fULD8BvCUv9wJbtSwiMzPrmH6TQkR8qJ2BmJlZ55XpfTSVNCnOlNr9PXS2mdnIU6b30Q+A80hPMa9rbThmZtZJZZLCsxHxtZZHYmZmHVcmKfyrpFOBG4Hn+gojYnHLojJrgf2vPrPS8dcfeHyTIjHrXmWSwl8BRwJv4y+3jyKvm5nZCFImKRwI7FA7fLaZmY1MZZ5oXgKMb3UgZmbWeWWuFLYDHpB0J+u3KVTqkippLLAQeDQiDshdXy8FtgYWA0f66sTMrL3KJIVTW3TuY4FlwJZ5/UzgqxFxqaRzgTnAOS06t5mZ1VFmPoVbmn1SSZOAdwOfBz4tSaSG6/+Td7kQOA0nBTOzthq0TUHSM5L+kF/PSnpB0h8qnvds4DP8pTfTS4GnImJtXl8FTOwnnrmSFkpa2NvbWzEMMzOrNWhSiIgXR8SW+bUpcDDw9UZPKOkA0nDci2qL6526n3jmRcT0iJje09PTaBhmZlZHmTaF9UTEDySdUOGcbwJmStof2JTUpnA2MF7SuHy1MAl4rMI5zMysAWUGxDuoZnUMMJ1+vsWXEREnAifmumcAx0XEEZK+DxxC6oE0G7im0XOYmVljylwp1M6rsBZYAcxqQSzHA5dK+hxwF2kQPrOudcCVjX9Ef3jwnCZGYtY8ZXoftWxehYhYACzIyw8De7bqXGZmNriBpuM8ZYDjIiLOaEE8ZmbWQQNdKfypTtkWpIfKXgo4KZiZjTADTcd5Vt+ypBeTnkD+EKkh+Kz+jjMzs+FrwDYFSVsDnwaOID1lvHtEPNmOwMzMrP0GalP4EnAQMA/4q4j4Y9uiMjOzjhjoieZ/AF4OnAw8VjPUxTNNGObCzMy60EBtCmXmWjAzsxHEf/jNzKzgpGBmZgUnBTMzKzgpmJlZwUnBzMwKTgpmZlYY8iQ7ZtZ877niykrHX3fIwU2KxEY7XymYmVnBScHMzApOCmZmVnBSMDOzgpOCmZkV3PvIbAQ68MqbKx1/9cFvbVIkNtz4SsHMzAptTwqSJku6WdIySfdJOjaXby3pJkkP5fet2h2bmdlo14krhbXAP0TEq4G9gKMl7QycAMyPiGnA/LxuZmZt1PakEBGrI2JxXn4GWAZMBGaR5oEmv7+33bGZmY12HW1TkDQF2A24HdguIlZDShzAtp2LzMxsdOpYUpD0IuBK4JMRUXrOZ0lzJS2UtLC3t7d1AZqZjUIdSQqSNiIlhIsj4qpc/ISkCXn7BGBNvWMjYl5ETI+I6T09Pe0J2MxslOhE7yMB5wHLIuIrNZuuBWbn5dnANe2OzcxstOvEw2tvAo4E7pV0dy77LPAF4HJJc4CVwKEdiM3MbFRre1KIiP8E1M/mfdoZi5mZrc9PNJuZWcFJwczMCk4KZmZWcFIwM7OCk4KZmRWcFMzMrOCkYGZmBScFMzMrOCmYmVnBczSb2aDed+UvKx1/2cGvbFIk1mpOCmY2rP3s4mpD6L/tCI+2XMu3j8zMrOArBTNrq3lX1Z0qpbS5B3lSxlbylYKZmRWcFMzMrOCkYGZmBScFMzMrOCmYmVnBScHMzApOCmZmVnBSMDOzgpOCmZkVui4pSNpX0oOSlks6odPxmJmNJl01zIWkscD/A94BrALulHRtRNzf2cjMbLR46OtPVDp+2se3a1IkndFVSQHYE1geEQ8DSLoUmAU4KZjZsPT4V+5r+NiXffo1662v+bf5lWLZ9ph9Bt2n224fTQQeqVlflcvMzKwNFBGdjqEg6VDgXRHxkbx+JLBnRBxTs89cYG5e3Ql4sETV2wC/bWKozayvm2Pr9vq6ObZm19fNsTW7vm6Ordn1dSq2V0RE3Ykkuu320Spgcs36JOCx2h0iYh4wbyiVSloYEdOrh9f8+ro5tm6vr5tja3Z93Rxbs+vr5tiaXV83xtZtt4/uBKZJmippY+D9wLUdjsnMbNToqiuFiFgr6ePADcBY4PyIaLyVxszMhqSrkgJARFwPXN/kaod0u6nN9XVzbN1eXzfH1uz6ujm2ZtfXzbE1u76ui62rGprNzKyzuq1NwczMOmjEJ4VmDpsh6XxJayQtbUJckyXdLGmZpPskHVuxvk0l3SFpSa7v9CbEOFbSXZJ+2IS6Vki6V9LdkhY2ob7xkq6Q9ED+N3xDhbp2ynH1vf4g6ZMV6vtU/j9YKukSSZs2Wleu79hc132NxFXvcytpa0k3SXoov29Voa5Dc2zrJA2p50s/9X0p/7/eI+lqSeMr1ndGrutuSTdKenmV+mq2HScpJG1TIbbTJD1a89nbv0pski6rqWuFpLvL1leIiBH7IjVW/wrYAdgYWALsXKG+vYHdgaVNiG0CsHtefjHwy4qxCXhRXt4IuB3Yq2KMnwa+B/ywCT/vCmCbJv7fXgh8JC9vDIxv4mfmcVI/7kaOnwj8Gtgsr18OfLBCPLsAS4HNSW2APwWmDbGO//W5Bb4InJCXTwDOrFDXq0nPDC0ApjchtncC4/LymWVjG6C+LWuWPwGcW6W+XD6Z1CHmN2U/1/3EdhpwXIOfjQH/HgFnAacMtd6RfqVQDJsREc8DfcNmNCQibgV+34zAImJ1RCzOy88Ay6jw9HYkf8yrG+VXww1GkiYB7wa+1WgdrSJpS9IvxHkAEfF8RDzVpOr3AX4VEb+pUMc4YDNJ40h/zB8bZP+BvBq4LSL+HBFrgVuAA4dSQT+f21mkxEp+f2+jdUXEsogo8xBp2fpuzD8rwG2k55Wq1PeHmtUtGMLvxQC/818FPtOkuhoyUH2SBBwGXDLUekd6UhgWw2ZImgLsRvp2X6WesflycQ1wU0RUqe9s0od+XZWYagRwo6RF+an0KnYAeoFv59tb35K0RfUQgfRszJB/kfpExKPAl4GVwGrg6Yi4sUI8S4G9Jb1U0ubA/qz/gGejtouI1ZC+oADbNqHOVvgw8OOqlUj6vKRHgCOAUyrWNRN4NCKWVI0r+3i+vXV+2dt4JfwN8EREPDTUA0d6UlCdsq7qbiXpRcCVwCc3+EYzZBHxQkTsSvpmtaekXRqM6QBgTUQsqhLPBt4UEbsD+wFHS9q7Ql3jSJfN50TEbsCfSLdAKskPTM4Evl+hjq1I38KnAi8HtpD0t43WFxHLSLdQbgJ+QroFunbAg0YISSeRftaLq9YVESdFxORc18crxLQ5cBIVE0uNc4AdgV1JXyLOalK9h9Pgl5uRnhQGHTajkyRtREoIF0fEVc2qN99KWQDs22AVbwJmSlpBuuX2NknfrRjTY/l9DXA16dZeo1YBq2quhK4gJYmq9gMWR0SVsZPfDvw6Inoj4n+Aq4A3VgkqIs6LiN0jYm/S7YIhf/ur4wlJEwDy+5om1Nk0kmYDBwBHRL5B3iTfAw6ucPyOpIS/JP9+TAIWS3pZI5VFxBP5y9w64JtU+70AIN+2PAi4rJHjR3pS6NphM/I9v/OAZRHxlSbU19PXS0PSZqQ/Tg80UldEnBgRkyJiCunf7GcR0fC3XUlbSHpx3zKpIbHhHlwR8TjwiKSdctE+NGd49Ya/XdVYCewlafP8f7wPqb2oYZK2ze/bk37Zq8YI6fdgdl6eDVzThDqbQtK+wPHAzIj4cxPqm1azOpMGfy8AIuLeiNg2Iqbk349VpA4jjzcY24Sa1QOp8HtR4+3AAxGxqqGjG2n1Hk4v0j3YX5J6IZ1Usa5LSJd4/0P6MMypUNebSbey7gHuzq/9K9T3WuCuXN9SGuh10E+9M6jY+4jUBrAkv+6r+v+Q69wVWJh/3h8AW1Wsb3Pgd8BLmhDb6aQ/PEuB7wCbVKzvP0hJbwmwTwPH/6/PLfBSYD7pqmM+sHWFug7My88BTwA3VIxtOaktsO/3Yii9herVd2X+v7gHuA6YWKW+DbavoHzvo3qxfQe4N8d2LTChamzABcBRjX7e/ESzmZkVRvrtIzMzGwInBTMzKzgpmJlZwUnBzMwKTgpmZlZwUrCukEebPKtm/ThJpzWp7gskHdKMugY5z6FKI7be3OpztYKkGZIqPWhnw5+TgnWL54CDyg5D3C6Sxg5h9znAxyLirW04VyvMoOLT1zb8OSlYt1hLmkrwUxtu2PCbvqQ/5vcZkm6RdLmkX0r6gqQjlOaVuFfSjjXVvF3Sf+T9DsjHj81j99+ZByT7aE29N0v6HunBog3jOTzXv1TSmbnsFNIDiedK+tIG+8+QdKvS3AD3SzpX0pi+n0XSP0u6HXiDpL/OP9MiSTfUDEWxR47xFznmpbn8g5KukvQTpbkRvlhz3nMkLdQG82sojbN/uqTF+ed4ldKgjEcBn1Iai/9v8pXPUqU5Om4t/T9pw1vVpzf98qsZL+CPwJakJ0RfAhwHnJa3XQAcUrtvfp8BPEWam2IT4FHg9LztWODsmuN/QvoSNI309OemwFzg5LzPJqQnpKfmev8ETK0T58tJQ1n0kAbm+xnw3rxtAXXmE8j1PUt6snssaXC7Q/K2AA7LyxsBPwd68vr7gPPz8lLgjXn5C+Qx9IEPAg/nf7NNSeP7T87bts7vY3Nsr83rK4Bj8vLHgG/l5dOoGduflBAn5uWmzFfhV/e/fKVgXSPSKLEXkSZCKevOSHNTPEcayqRvmOp7gSk1+10eEesiDSX8MPAq0hhMH1Aabvx20tAPfePk3BERv65zvj2ABZEGvOsbwbPMiK93RJrX4wXS8ARvzuUvkIZhgDRRzS7ATTmmk4FJeUyrF0fEz/N+39ug7vkR8XREPEsaDuMVufwwSYtJw5+8Bti55pi+ARgXsf6/U63/Ai6Q9HekxGKjwLhOB2C2gbOBxcC3a8rWkm915kHmNq7Z9lzN8rqa9XWs//necDyXIA2tfkxE3FC7QdIM0pVCPfWGYy+j3vkBns2Joq/u+yJivalFNfgY+7X/Bi8A4yRNJV1t7RERT0q6gHQlseExL9DP34GIOErS60mTLd0tadeI+N0gsdgw5ysF6yoR8XvSFJZzaopXAH+dl2eRbrMM1aGSxuR2hh2AB0nTKf690hDmSHqlBp+s53bgLZK2yQ3Dh5NmQxvMnnm03jGk20L/WWefB4Ee5fmmJW0k6TUR8STwjKS98n7vL3G+LUmJ7WlJ25GGBR/MM6SpYcnn3zEibo+IU4Df0pzJfazLOSlYNzoLqO2F9E3SH+I7gNfT/7f4gTxI+uP9Y9IIks+Sphq9nzQe/lLg3xnk6jnSLGUnAjeTRi1dHBFlhp3+BbktgDSH89V16n4eOAQ4U9IS0gihfb2B5gDzJP2CdEXx9CBxLiHdNroPOJ90K2gw1wEH9jU0A1/qa1AHbiX9vDbCeZRUsxbLt6OOi4gDKtTxoshzcEs6gTTE8rFNCtGs4DYFs+Hh3ZJOJP3O/obU68is6XylYGZmBbcpmJlZwUnBzMwKTgpmZlZwUjAzs4KTgpmZFZwUzMys8P8BgsopAy6EbNAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#怀孕次数\n",
    "sns.countplot(train['pregnants'])\n",
    "plt.xlabel('Number of pregnants')\n",
    "plt.ylabel('Number of occurrences')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb318a08>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"pregnants\", hue=\"Target\",data=train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Plasma_glucose_concentration\n",
    "###血浆葡萄糖浓度\n",
    "sns.distplot(train.Plasma_glucose_concentration, kde = True)\n",
    "plt.xlabel('Plasma_glucose_concentration')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='Plasma_glucose_concentration', data=train, hue=\"Target\")  #类似于给出label\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Plasma_glucose_concentration', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#blood_pressure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(train.blood_pressure, kde = False)\n",
    "plt.xlabel('blood_pressure')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbdf3248>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"blood_pressure\", hue=\"Target\",data=train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='blood_pressure', data=train, hue=\"Target\")  #类似于给出label\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('blood_pressure', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Triceps_skin_fold_thickness\n",
    "#三头肌皮褶厚度（单位：mm）\n",
    "sns.kdeplot(train.Triceps_skin_fold_thickness)\n",
    "plt.xlabel('Triceps_skin_fold_thickness')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb318448>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"Triceps_skin_fold_thickness\", hue=\"Target\",data=train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='Triceps_skin_fold_thickness', data=train, hue=\"Target\")  #类似于给出label\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Triceps_skin_fold_thickness', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#serum_insulin\n",
    "#餐后血清胰岛素（单位:mm）\n",
    "fig = plt.figure()\n",
    "sns.distplot(train.serum_insulin, kde = True)\n",
    "plt.xlabel('serum_insulin')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='serum_insulin', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('serum_insulin', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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W7FjCud3PpWV0S7ejNJkN/W3cZAXChKTDFYdZU7Cm2fY/1Epsk0jX1l2tH8K4wgqECUlf7/qaaq3mguTmXSBEhLTENDuCMK6wAmFC0pK8JURFRJGelO52lDOWmpjK5uLNlFaUuh3FhBkrECYkfbXzK1ITU4lrEed2lDOWlpiGoqwpWON2FBNmrECYkFNZXcnqgtUhcfQA/76j2ob+NoFmBcKEnJyiHMqryk9cAdTcJcQl0LNdTzIKrKPaBJYVCBNyav/Srp10JxSkdU+zIwgTcFYgTMj5Zvc3dIjtQJ8OfdyO4jep3VLZfmg7+8v2ux3FhJFTFggR6RiIIMb4y6o9q0jrnoZ37qmQUHs0ZPdDmEDy5QhipYi8KyKXSyj9xpmQVFZZRva+7JDpf6g1otsIwAqECSxfCkQ/YCZwI5ArIn8UkX7OxjKmadYVrqNaqxnVfZTbUfyqfWx7+sX3sxvmTECdskB452f4TFWnArfjmb/hGxFZIiKhcR2hCRnf7P4GIOSOIAAb+tsEnC99EPEi8gsRyQAeAu4BOgEPAm85nM+Y07JqzyqS2ibRrU03t6P4XVpiGrsP76bgcIHbUUyY8OUU03KgLXC1qk5S1fdVtUpVM4D/czaeMadn1e5VIXn0ADYFqQk8XwpEf1X9varm19+hqk86kMmYJjl47CBbDmwJ2QIxvOtwIiTC+iFMwPhSID4Vkfa1KyLSQUQ+cTCTMU2ytnAtACMTR7qcxBlxLeIYmDDQjiBMwPhSIBJU9VDtiqoeBDo7F8mYpqmddW1Y12EuJ3FO7dDfqup2FBMGfCkQ1SJyVu2KiPQE7KfTBJ3MvZl0a92NznGh+/dLamIqxWXF7CzZ6XYUEwaifGjzG2CpiCzxrp8P3OFcJGOaZl3hOoZ2Hep2DEfVnYK0Z/ueLqcxoc6X+yAWAiOAOcA7wEhVtT4IE1SOVx9nQ9EGhnUJ3dNLAEO6DCE6ItoG7jMB4csRBEAMcMDbfqCIoKr/ci6WMadnU/EmKmsqQ/4IIiYqhiFdhtjQ3yYgTlkgRORJ4HogB6jxblbACoQJGusK1wEwtEtoFwjw9EO8nf02NVpDhNiAzMY5vvx0XY3nXohJqvoD7+NKp4MZczoyCzNpGdWSfvGhP0xYWmIapRWl5B7IdTuKCXG+FIhtQLTTQYw5E5l7MxnceTCREZFuR3Fc7dDf1g9hnOZLgSgD1onIX0Tk+dqH08GM8ZWqsq5wXUjf/1DXwISBtIxqaTfMGcf50kk9z/swJijtObyH/cf2h0X/A0BURBTDuw23ITeM43y5zHUWnstbV6jqrNqHL28uIhNFZLOI5IrIww3sjxGROd79K0Uk2bt9lIis8z4yReSHp/dlmXByooM6xK9gqiu1WyprC9dSVVPldhQTwnwZ7vsHwDpgoXd9mIic8ohCRCKBGcBlwEBgqogMrNfsNuCgqvYFngVqB//LBlJVdRgwEfiLiPh6Sa4JM5l7PUNsDOkyxOUkgZPWPY2yyjI2Fm10O4oJYb70QTwGjAIOAajqOqCXD68bBeSq6jZVPQ7MBq6q1+YqoPZoZC5wsYiIqpapau2fRrHY0B7mJNbvXU+v9r1oG9PW7SgBY0N/m0DwpUBUqWpJvW2+/IfdHdhVZz3fu63BNt6CUALEA4jIuSKSA2QBd9UpGCeIyB0ikiEiGUVFRT5EMqEoe18253Q5x+0YAdUvvh9tWrSxfgjjKF8KRLaI/BiIFJEUEXkBWObD66SBbfULS6NtVHWlqg4C0oDpIhL7vYaqM1U1VVVTExISfIhkQs3x6uNs3r+ZwQmD3Y4SUBESwcjEkXYEYRzlS4G4BxgEVABvA6XAfT68Lh/oUWc9CdjTWBtvH0M7PEN6nKCqG4GjQHj9D2B8srl4M1U1VWF3BAGeG+Yy92ZyvPq421FMiPLlKqYyVf2NqqZ5/1r/jaqW+/Deq4AUEeklIi2AKXz/ctl5wM3e5cnAIlVV72ui4MTw4v2BPB+/JhNGsvZlATC4c/j9/ZCamMrx6uOs37ve7SgmRPkyFtNiGuhzUNWLTvY6Va0SkWnAJ0Ak8Kqq5ojI74AMVZ0HvAK8KSK5eI4cpnhffh7wsIhU4hn/6eeqWnwaX5cJE9n7somOiA6LITbqG500GoAV+StOdFob40++XDr6UJ3lWOBawKeLr1V1AbCg3rZH6yyXA9c18Lo3gTd9+QwT3rL2ZdG/U39aRLZwO0rA9Wjbg+5turNs1zKmjZrmdhwTgk5ZIFR1db1NX9eZPMgYV2XvyyY9Kd3tGK4QEcb0GMOyXb5cM2LM6fPlRrmOdR6dRORSoGsAshlzUocrDpN3KC8s+x9qjekxhh0lO9hdutvtKCYE+XKKaTWePgjBc2ppO547oI1xVU5RDgDndA6/K5hqjekxBoDl+cuZPHCyy2lMqPHlFJMvd00bE3BZe8P3CqZaw7oOIzYqluW7rEAY//PlKqZrTrZfVd/3XxxjfJe9L5u46Dh6tu/pdhTXtIhsQVpiGsvyrR/C+J8vp5huA8YAi7zrFwJf4hkWQwErEMYVWfuyGNx5cNhPuzmmxxj+tPxPlFeVExv1vQEHjGkyX36zFBioqteq6rV47qpGVW9V1Z84ms6YRqgq2fuyw/r0Uq30pHQqaypZvaf+BYfGnBlfCkSyqhbUWd8LhN9dSSao7D26l6KyorDuoK6V3sNzma9d7mr8zZcC8aWIfCIit4jIzcBHwGKHcxlzUrUd1OE4BlN9neM6k9IxhaW7lrodxYQYX65imuad0e1876aZqvqBs7GMObnaMZjsCMLjgp4XMHfjXKprqomMiHQ7jgkRvvburQE+UtX7gU9EpI2DmYw5pax9WXRt3ZWEOBvmHWBc8jgOlR+ygfuMX/lyJ/VP8cz29hfvpu7AP5wMZcypZO3NsqOHOsYljwPgy7wvXc1hQosvRxB3A2PxzAOBqm4BOjsZypiTqa6pJqcoxwpEHd3bdielYwqL86x70PiPLwWiwjunNHBiYh+bI9q4JvdALuVV5dZBXc+45HH8a8e/qK6pdjuKCRG+FIglIvJfQEsRmQC8C3zobCxjGmcd1A0blzyOkooSMvdmuh3FhAhfCsTDQBGQBdyJZ36H/3YylDEnk7U3iwiJYGDCQLejBBXrhzD+dtICISKRwBuq+ldVvU5VJ3uX7RSTcc36fetJ6ZhCy+iWbkcJKoltEukX38/6IYzfnLRAqGo1kOCdU9qYoJC1N8v6HxoxrqenH6KqxqdJH405KV9OMeXhmUXuERF5oPbhcC5jGnT0+FG2Hdxm/Q+NGN97PKUVpazIX+F2FBMCGi0QIlI7J/T1wHxv2zZ1HsYEXE5RDopagWjEJX0uISoiio++/cjtKCYEnGyojZEi0hPYCbwQoDzGnFTtncJDugxxOUlwahfbjvPOOo+PtnzE4+MfdzuOaeZOdorp/4CFeEZuzajzWO19NibgsvZmERcdR68ONtFhYyalTCJrXxY7S3a6HcU0c40WCFV9XlUHAK+pau86j16q2juAGY05IWtfFoM6Dwr7SYJOZlLKJAAWbFngchLT3J3yt0xVfxaIIMaciqqyfu966384hbM7nU2v9r34aIv1Q5gzY3+GmWaj8Egh+4/ttwJxCiLCpJRJfLHtC45VHnM7jmnGrECYZqN2iA3roD61Sf0mcazqmN1Vbc6IFQjTbNgscr4blzyONi3aMHfDXLejmGbMCoRpNmonCerUqpPbUYJebFQs1wy4hvc2vkd5VbnbcUwz5WiBEJGJIrJZRHJF5OEG9seIyBzv/pUikuzdPkFEVotIlvf5IidzmuYha59NEnQ6bjjnBkoqSuxqJtNkjhUI70B/M4DLgIHAVBGpP/zmbcBBVe0LPAs86d1eDPxAVc8BbgbexIS1qpoqcvblWP/Dabiw14V0ievCW1lvuR3FNFNOHkGMAnJVdZt3wqHZwFX12lwFzPIuzwUuFhFR1bWquse7PQeIFZEYB7OaIJd7IJeK6go7gjgNURFRXD/oeuZ/O5+S8hK345hmyMkC0R3YVWc937utwTaqWgWUAPH12lwLrFXVivofICJ3iEiGiGQUFRX5LbgJPtZB3TQ3DLmBiuoK3t/4vttRTDPkZIGQBrbVn0fipG1EZBCe0053NvQBqjpTVVNVNTUhIaHJQU3wy9rnmSRoQKcBbkdpVtIS0+jToQ9/y/qb21FMM+RkgcgHetRZTwL2NNbGO9d1O+CAdz0J+AC4SVW3OpjTNAPr99okQU0hItwy7BYWbV/E5uLNbscxzYyTBWIVkCIivbwTDk0B5tVrMw9PJzTAZGCRqqqItAc+Aqar6tcOZjTNxLrCdQztOtTtGM3ST0f8lOiIaF5a9ZLbUUwz41iB8PYpTAM+ATYC76hqjoj8TkSu9DZ7BYgXkVzgATzzX+N9XV/gERFZ5310diqrCW77y/azo2QHI7uNdDtKs9SldRd+NOhHvJ75OkeOH3E7jmlGHL0PQlUXqGo/Ve2jqv/j3faoqs7zLpd757ruq6qjVHWbd/sfVDVOVYfVeexzMqsJXmsL1wIwotsIl5M0X3en3U1pRSl/W299EcZ3die1CXqr96wGrECcidFJoxnRbQQvfvMiqvWvFTGmYVYgTNBbU7iG5PbJdGzZ0e0ozZaIMC1tGjlFOSzavsjtOKaZsAJhgt6agjV29OAHU8+ZStfWXXny6ydP3dgYrECYIFdSXkLugVzroPaD2KhY7jv3Pj7b9hlrCta4Hcc0A1YgTFCzDmr/uiv1LtrGtLWjCOMTKxAmqNX+pTu863CXk4SGdrHt+Fnqz5i7YS65B3LdjmOCnBUIE9TWFKyhe5vudGndxe0oIeMX5/6C6Ihonl72tNtRTJCzAmGC2pqCNYxMtP4Hf+rWphs3D72Z19e9TuGRQrfjmCBmBcIErSPHj7CpeBMjulr/g7/9cuwvqayp5LkVz7kdxQQxKxAmaK0tWIuidgThgL4d+3LtgGt5KeMlmyvCNMoKhAlaK/JXAHBu93NdThKafj3215RWlPKX1X9xO4oJUlYgTNBasXsFfTr0ISHO5vpwwsjEkYzvPZ5nVzxLeVW523FMELICYYKSqrJ813JGJ412O0pIe3jswxQeKeTNTJv23XyfFQgTlHaV7qLgSIEVCIdd1OsiRnYbyVPLnqK6ptrtOCbIWIEwQam2/8EKhLNEhIfPe5jcA7l8sOkDt+OYIGMFwgSlFfkriI2KZUiXIW5HCXk/PPuHpHRM4YmlT9hQ4OY7rECYoLQifwUju42kRWQLt6OEvMiISH455pesLlhtQ4Gb77ACYYJORVUFawrWkJ6U7naUsHHj0Bvp2rorT3z9hNtRTBCxAmGCTubeTCqqK6z/IYBio2K5f/T9fL7t8xMz+BljBcIEHeugdsedI++0ocDNd1iBMEFn6c6l9Gjbg+5tu7sdJay0i23Hz1N/znsb32PL/i1uxzFBwAqECSqqypIdS7gg+QK3o4SlX4y2ocDNv1mBMEFlU/Em9h3dx7ie49yOEpa6tu7KTUNv4o31b7C/bL/bcYzLrECYoLJkxxIAO4Jw0b3n3kt5VTkvr3nZ7SjGZVYgTFD5Mu9LEtsk0qdDH7ejhK3BnQdzUa+LmLFqBlU1VW7HMS6yAmGCRm3/w7jkcYiI23HC2j2j7mFX6S7+uemfbkcxLrICYYLGlgNbKDxSyAU97fSS237Q7wf0bNeT57953u0oxkVWIEzQ+DLvSwDGJY9zNYfxDL8xbdQ0/rXjX2QWZrodx7jE0QIhIhNFZLOI5IrIww3sjxGROd79K0Uk2bs9XkQWi8gREXnRyYwmeCzZsYSurbuS0jHF7SgGuG34bbSKbsUL37zgdhTjEscKhIhEAjOAy4CBwFQRGViv2W3AQVXtCzwL1N7CWQ48AjzkVD4TXFSVL/O+tP6HINKhZQf+85z/5O9Zf7dLXsOUk0cQo4BcVd2mqseB2cBV9dpcBczyLs8FLhYRUdWjqroUT6EwYSCnKIc9h/dwca+L3Y5i6rjn3Hvsktcw5mSB6A7sqrOe793WYBtVrQJKgHhfP0BE7hCRDBHJKCoqOsO4xk0fb/kYgIl9J7qcxNRll7yGNycLREPnCerPRuJLm0ap6tlAwn0AABBoSURBVExVTVXV1IQEm9i+OVu4dSHndD6HpLZJbkcx9dw76l675DVMOVkg8oEeddaTgD2NtRGRKKAdcMDBTCYIHa44zFc7vrKjhyB1Rb8rSG6fbJe8hiEnC8QqIEVEeolIC2AKMK9em3nAzd7lycAitTkPw87ivMVU1lRagQhSkRGR3J12t13yGoYcKxDePoVpwCfARuAdVc0Rkd+JyJXeZq8A8SKSCzwAnLgUVkTygD8Bt4hIfgNXQJkQ8fGWj4mLjuO8s85zO4pphF3yGp6inHxzVV0ALKi37dE6y+XAdY28NtnJbCY4qCoLty7k4t4X2/zTQaxDyw7cOORGZmXO4snxTxLfyudrSUwzZndSG1dt3r+ZvEN5XNb3MrejmFOYNmqaXfIaZqxAGFd9uPlDwC5vbQ7qXvJaWV3pdhwTAFYgjKvmbpzLyG4jSW6f7HYU44MHRj/ArtJdvJ39tttRTABYgTCu2XFoB9/s/obJAye7HcX46PKUyxnSZQiPL32cGq1xO45xmBUI45r3N74PwLUDrnU5ifGViDD9vOlsKt7EPzb9w+04xmFWIIxr5m6cy9AuQ0mJt9Fbm5PrBl5H3459eXzp49htS6HNCoRxxe7S3SzbtcxOLzVDkRGR/Hrsr8nYk8GnWz91O45xkBUI44oPNn0AYAWimbpxyI0kt09m+hfTrS8ihFmBMK6YkzOHgQkDObvT2W5HMU0QExXDHy78A2sL1zI7e7bbcYxDrECYgNtcvJmlO5dy05Cb3I5izsDUc6YyvOtwfrPoN1RUVbgdxzjACoQJuFfXvkqkRHLzsJtP3dgErQiJ4MnxT5J3KI8Zq2a4Hcc4wAqECajK6kpmZc5iUr9JdG3d1e045gxN6DOBS/tcym+X/Jb80ny34xg/swJhAmrBlgXsPbqX24bf5nYU4yczLvfMNnfn/DvtstcQYwXCBNQra1+ha+uuXJ5yudtRjJ/06diHP170RxZsWcDfs/7udhzjR1YgTMDkl+azYMsCbhl6C1ERjo40bwJs2qhpjOkxhns/vtdONYUQKxAmYJ5Z9gwAd6be6XIS42+REZG8euWrVNVUcdXsqyirLHM7kvEDKxAmIIrLipm5ZiY3DLnBRm4NUf079eeta99ibcFafvLPn1h/RAiwAmEC4vmVz3Os8hgPj3341I1Ns3VFvyt4/OLHmZMzh+lfTLci0czZiWDjuNKKUl745gWuPvtqBiQMcDuOcdivxv6KvEN5PPn1kxyuOMwLl79AhNjfos2RFQgHbCrexBuZb7B5/2bax7Snc1xnbhp6U9j+5/jCyhc4VH6I6edNdzuKCQAR4aVJL9E2pi1PLXuK4mPFvPyDl2kT08btaOY0SagcAqampmpGRoarGXL25XDXR3exdOdSIiWSlPgUDlccZt/RfVTVVHHNgGv43YW/Y2DCQFdzBlLeoTwGzhjIpX0v5YPrP3A7jgmwp75+iulfTKdnu5688cM3OO+s89yOZOoRkdWqmtrQPjvu84MareH5lc8zcuZINhdv5plLniH/gXw23r2R/Afy2fPgHv7rP/6Lz7d9TurMVGatm+V25IBQVaYtmEaERPD8xOfdjmNc8Kuxv+Jft/wLEeH8187n5n/cTO6BXLdjGV+pakg8Ro4cqW44UnFEr5lzjfIYesVbV2jh4cJG2xYcLtALX79QeQy9/Z+3a3lleQCTBt77G95XHkOfWfaM21GMy0rLS/WBhQ9o7B9iNfK3kTp17lT9JPcTraqucjta2AMytJH/V+0U0xnYXbqbK2dfydqCtTx9ydPcP/p+ROSkr6mqqeLRxY/y+NLHuaDnBbx//ft0bNkxQIkDZ8/hPaTOTKVzXGcy7siwG+MMAIVHCnnq66d4bd1rHCo/RGKbRC7vezkT+07k4t4X0z62vdsRw87JTjFZgWiijD0ZXPn2lRw+fpjZ185mUr9Jp/X6t7Le4tZ/3kpy+2TmT50fUtNuHj1+lPNfP59v93/L0luXMrTrULcjmSBTXlXO/G/nMzt7Np9t+4zSilIiJZLRSaO5tM+ljO89nrTuafaHRQBYgfCzd3Pe5eZ/3EznuM7M//F8Bnce3KT3WbpzKVfPvpqqmir+ds3fuKLfFX5OGnjVNdVc8841zP92Ph9O/dDGXDKnVFldycrdK/kk9xMWbl1Ixh7P73HbmLZc0PMCxvcez/je4xnQacApj9DN6bMC4SdHjh/h15/9mpcyXmJMjzF8cP0HdI7rfEbvmXcoj2vmXMPawrVMP286j17wKLFRsX5KHFgHjh3ghvdvYGHuQl647AWmjZrmdiTTDBWXFbN4+2I+3/Y5X2z/gq0HtwLQrXU3Lup1EWN6jGF00mgGdx5Mi8gWLqdt/qxAnCFV5aMtH3Hvx/eSdyiP+0bfxx8v/qPf/iM/VnmMaQum8eq6V+nbsS8vXf4SE/pM8Mt7B8qK/BVMfW8qu0t38/xlz3NX6l1uRzIhYvvB7Xyx/Qu+2P4Fi7cvZu/RvQBERUTRL74f/eP7071NdxLbJJLYJpHubbvTJa4LCXEJxLeMJzoy2uWvILi5ViBEZCLwHBAJvKyqT9TbHwO8AYwE9gPXq2qed9904DagGrhXVT852Wc5USBKykv48NsPeXrZ02TuzaRvx768dtVrjl3L/fm2z/n5Rz9ny4EtjE4azd1pd3PtgGtpGd3Skc87UzVaw1c7vuKJr59gYe5CktomMfe6uZybdK7b0UyIUlV2lOxgRf4KsvZmkV2UzZb9Wyg4UsCh8kMNvqZ9bHsSWiXQqVUnEuIS6NyqM0ltk+jetrvnuY3nuX1s+7A8heVKgRCRSOBbYAKQD6wCpqrqhjptfg4MUdW7RGQK8ENVvV5EBgJvA6OAROBzoJ+qVjf2eU0tENU11RSXFZ94bDu4jY3FG1m1ZxVLdy6lqqaK/vH9mX7edH58zo8d/2ukvKqcv67+Ky+uepFv939LTGQMo5NGM7bHWFLiU+jdoTcdW3akdYvWxEXH0bpFa2KjYv3yg12jNdRoDdU11f9e1moqqys5VH6Ig+UH2Vmyk9wDuawpWMPn2z5n/7H9dGrViQdGP8Ddo+6mbUxbP/wrGHP6yirLKDhcwO7Du9l7ZC/FZcUUlRWdeC466lkuPFLIvqP7UL77f1/LqJYNFo5OrTrRIrIF0RHRREdGEx0RTVVNFUeOH/nOo6SihEPlh048Hyo/REm5Z7myppKoiCgiJZKoiCiiIqKIaxFHu5h2tIttR9uYtp7l+uv1ltvFtKNldEsEOfE7X7vc1OFM3CoQ6cBjqnqpd306gKo+XqfNJ942y0UkCigEEoCH67at266xz2tqgVi+azljXh3znW0tIlswKGEQl/a5lEn9JpGelE5kRORpv/eZqNEaFm9fzMe5H/Nl3pesLVxLjdY02j5CIhr8oan7DJxYrlsAapdPR/c23RnfezwTek/g6rOvJq5FXNO/WGMCrLK6koIjBeSX5rO7dLfn+XC959LdVNZU+vyeURFRtI9tT/vY9rSLafed5ejIaKprqqnSKqprqqmsqeTI8SOUVpRSUl5CSUUJJeUllFaUUt3438GNun7Q9cyePPu0XwfuFYjJwERVvd27fiNwrqpOq9Mm29sm37u+FTgXeAxYoap/825/BfhYVefW+4w7gDu8q/2BzY58MWemE1DsdohGBGu2YM0Flq0pgjUXWDaAnqqa0NAOJy8ybuicR/1q1FgbX16Lqs4EZp5+tMARkYzGqrPbgjVbsOYCy9YUwZoLLNupODkWUz7Qo856ErCnsTbeU0ztgAM+vtYYY4yDnCwQq4AUEeklIi2AKcC8em3mATd7lycDi7xjg8wDpohIjIj0AlKAbxzMaowxph7HTjGpapWITAM+wXOZ66uqmiMiv8MzONQ84BXgTRHJxXPkMMX72hwReQfYAFQBd5/sCqYgF8ynwII1W7DmAsvWFMGaCyzbSYXMjXLGGGP8y+aDMMYY0yArEMYYYxpkBcIhIjJRRDaLSK6IPOxylldFZJ/3vpPabR1F5DMR2eJ97uBSth4islhENopIjoj8IhjyiUisiHwjIpneXL/1bu8lIiu9ueZ4L8BwhYhEishaEZkfTNlEJE9EskRknYhkeLe5/vMmIu1FZK6IbPL+vKUHSa7+3n+r2kepiNwXDNmsQDjAO8zIDOAyYCAw1Tt8iFteBybW2/Yw8IWqpgBfeNfdUAU8qKoDgNHA3d5/K7fzVQAXqepQYBgwUURGA08Cz3pzHcQzXphbfgFsrLMeTNkuVNVhda7jd/v7CZ5x4Raq6tnAUDz/dq7nUtXN3n+rYXjGpSsDPgiGbK5PFRqKDyAd+KTO+nRgusuZkoHsOuubgW7e5W7AZrf/3bxZ/oln/K6gyQe0Atbgucu/GIhq6Psc4ExJeP7TuAiYj+fm0mDJlgd0qrfN1e8n0BbYjvfCnGDJ1UDOS4CvgyWbHUE4ozuwq856vndbMOmiqgUA3uczm9jCD0QkGRgOrCQI8nlP4awD9gGfAVuBQ6pa5W3i5vf1z8CvgNpBtOIJnmwKfCoiq73D4YD738/eQBHwmve03MsiEhcEueqbgmegUgiCbFYgnOHTUCHm30SkNfAecJ+qlrqdB0BVq9Vz2J+EZ2ThAQ01C2wqEJErgH2qurru5gaauvUzN1ZVR+A5xXq3iJzvUo66ooARwP9T1eHAUdw7rdogb5/RlcC7bmepZQXCGc1hqJC9ItINwPu8z60gIhKNpzj8XVXfD7Z8qnoI+BJPH0l777Aw4N73dSxwpYjkAbPxnGb6c5BkQ1X3eJ/34TmXPgr3v5/5QL6qrvSuz8VTMNzOVddlwBpV3etddz2bFQhn+DLMiNvqDnNyM55z/wEnIoLnjvqNqvqnOrtczSciCSLS3rvcEhiPp1NzMZ5hYVzJBaCq01U1SVWT8fxsLVLVG4Ihm4jEiUib2mU859Szcfn7qaqFwC4R6e/ddDGekRqC4vfAayr/Pr0EwZDNzQ6ZUH4Al+OZMGkr8BuXs7wNFACVeP6Sug3POesvgC3e544uZTsPz6mQ9cA67+Nyt/MBQ4C13lzZwKPe7b3xjAuWi+dUQIzL39txwPxgyebNkOl95NT+7Lv9/fRmGAZkeL+n/wA6BEMub7ZWeGbVbFdnm+vZbKgNY4wxDbJTTMYYYxpkBcIYY0yDrEAYY4xpkBUIY4wxDbICYYwxpkFWIIzxAxGp9o7EmSkia0RkjHd7soioiPy+TttOIlIpIi961x8TkYfcym5MY6xAGOMfx9QzIudQPIMzPl5n3zbgijrr1+G5R8CYoGYFwhj/a4tnuO1ax4CNIlI79PX1wDsBT2XMaYo6dRNjjA9aekd+jcUzNPNF9fbPBqaISCFQjWecpMTARjTm9FiBMMY/jqln5FdEJB14Q0QG19m/EPg9sBeY40I+Y06bnWIyxs9UdTnQCUios+04sBp4EM/ItcYEPTuCMMbPRORsIBLP4Gut6ux6Bliiqvs9g9gaE9ysQBjjH7V9EOCZvOdmVa2uWwhUNQe7esk0IzaaqzHGmAZZH4QxxpgGWYEwxhjTICsQxhhjGmQFwhhjTIOsQBhjjGmQFQhjjDENsgJhjDGmQf8f3rxwJvyb43IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#BMI\n",
    "#体重指数（体重（公斤）/ 身高（米）^2）\n",
    "fig = plt.figure()\n",
    "sns.kdeplot(train.BMI,color='g')\n",
    "plt.xlabel('BMI')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='Target', y='BMI', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('BMI', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "BMI=0？ 为缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11a04908>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "BMIDF = train.groupby(['BMI', 'Target'])['BMI'].count().unstack('Target').fillna(0)\n",
    "\n",
    "BMIDF[[0,1]].plot(kind='bar', stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Diabetes_pedigree_function，糖尿病家系作用\n",
    "sns.distplot(train.Diabetes_pedigree_function, kde = False)\n",
    "plt.xlabel('Diabetes_pedigree_function')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd489a08>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Diabetes_pedigree_function', 'Target'])['Diabetes_pedigree_function'].count().unstack('Target').333\n",
    "DF[[0,1]].plot(kind='bar', stacked=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(train.Age, kde = False)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xfd6de48>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Age', 'Target'])['Age'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 9.0, 9.0, 0.0)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = train.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,mask = data_corr < 0.5,annot=True)\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sns.heatmap(data_corr,annot=True)\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WAfkikiciUcBSYHmXOsuBG53lxcAK7WFIQlU9BNSKyNnO1T//Dvytz9EbM8gO1TTS3NYRFAlARFg8N5uN+49TcrTW7XDMCNRrAnD69G8FXgO2A8+q6lYRuVNErnaqPQqkiUgJ8B3g5KWiIrIP+DXweREp97qC6KvAI0AJsBv4x+A0yZj+6+z/zwvgK4C8XXNmFuFhwnN2T4Dxwa9OTlV9BXilS9mPvJabgCXdbJvbTXkhcJq/gRozHPYeqyctLorEABr/pycZCdFcPHU0fy06wPcun0rECJ3W0rjD/hqMcXSop/8/kK/+8WXx3Gwqapt5Z5ddRGE+yhKAMY6K2mYaW9vJTYt1O5RBdcm00aTGRdnQEOYUlgCMcZRWembSmhAk/f+doiLCuGZ2Fm9uO0p1fYvb4ZgRxBKAMY7SynriosJJi4tyO5RBt3huNi3tHfxt4wG3QzEjiCUAYxylVQ1MSIsLiPl/+2rGuERmjkvk+SLrBjL/YgnAGOBEUytV9S1B1//vbcncbLYcOMH2QyfcDsWMEJYAjCF4+/+9XT07i8hwsTuDzUmWAIwByirriQwXxibHuB3KkEmNi+LS6Zn878YDtLR1uB2OGQEsARgD7KtsIDslloiw4P6XWFKQTVV9CyuLj7odihkBgvuv3Rg/1De3caimkQlB3P/f6YL8DDISoq0byACWAIxh0/7jdChMSA3e/v9OEeFhfPrMLFYWH6WittntcIzLLAGYkFdUVg3A+NTgPwIA+MxZObR3KM+t3997ZRPULAGYkFdUdpyMhGhGRYW7HcqwmJQRzzkT03hqTZlNGh/iLAGYkKaqFJVVMyFEvv13+uzZ4ymvbuSdnTZAXCgL7DnvjBmgPcfqOd7QGjLdP50unzGG9PhonlxTyqGaJr+3u2H++CGMygw3OwIwIa2o1NP/nxNiCSAqIozrzspmxY6jHG+wAeJClSUAE9KKyo6TGBNBRkK026EMu+vnjUeBtft6mr7bBDNLACakbSir5szxKYQF4QBwvclOiWXBtEzW7a2itd3uDA5FfiUAEVkoIsUiUiIit/tYHy0izzjr14hIrte6O5zyYhG5wqv82yKyVUS2iMjTIhK89+CbEelEUyvFR2qZMz7F7VBc88Vzc6lvaefD8uNuh2Jc0GsCEJFw4H7gSmAGcL3XxO6dbgKqVXUycA9wt7PtDGApMBNYCDwgIuEikgV8AyhQ1dOAcKeeMcNm0/7jqMKcCcluh+KacyalkZkYzT93V6Jql4SGGn+OAOYBJaq6R1VbgGXAoi51FgGPO8vPAwvEM6j6ImCZqjar6l6gxNkfeK5AGiUiEUAscHBgTTGmb4pKjyMCs3NCNwGICB+blM6hmib2Hqt3OxwzzPxJAFmA9y2D5U6Zzzqq2gbUAGndbauqB4BfAmXAIaBGVV/vTwOM6a+ismqmZiaQEBPpdiiump2TTGxUOP/cXel2KGaY+XMfgK+zY12PFbur47NcRFLwHB3kAceB50Tk31T1L6c8ucjNwM0A48fbNchmcHR0eG4A+8SscW6HMmSeWlPmV73I8DDm5aby9s4KjtU1kx4feldEhSp/jgDKgRyvx9mc2l1zso7TpZMEVPWw7aXAXlWtUNVW4K/Ax3w9uao+rKoFqlqQkZHhR7jG9G53RR21TW3MGR+63T/ezpmURniYsHrXMbdDMcPInwSwDsgXkTwRicJzsnZ5lzrLgRud5cXACvWcUVoOLHWuEsoD8oG1eLp+zhaRWOdcwQJg+8CbY4x/OgeAmzMhdK8A8pYQE8mcCSkUlVVzorHV7XDMMOk1ATh9+rcCr+H5kH5WVbeKyJ0icrVT7VEgTURKgO8AtzvbbgWeBbYBrwK3qGq7qq7Bc7K4CNjsxPHwoLbMmB4UlR4nOTaSienBPwS0v86fnE5Hh/LebjsKCBV+jQWkqq8Ar3Qp+5HXchOwpJtt7wLu8lH+Y+DHfQnWmMGyvqyaOeNTkBC8Aaw7afHRnJ6dxJq9VVw0ZXTIjI4ayuxOYBNyahpaKTlaZ/3/Plw4JYOWtg7W7LUrgkKBJQATcjbsd/r/Q/gO4O6MTRrFlMx43is5ZsNDhABLACbkFJUdJ0zgjBC+AawnF04ZTX1LO+udkVJN8LIEYELOhrJqpo1JJC7apsPwJTctlvGpsazeVWEzhgU5SwAmpLR3KBvKjof0+D+9EREunJJBdUMrmw/UuB2OGUL2FcgEta53wx6uaaKuuY3m1g6/75QNRVPHJDA6IZpVxUeZlZ0UksNlhwI7AjAhpayqASDkpoDsqzARLp42mqO1zWyxo4CgZQnAhJSyqgbiosJJjYtyO5QR7/SsJEYnRPPW9qN02FDRQckSgAkpZVX1jE+NtRvA/BAmwoLpmVTUNduEMUHKEoAJGQ3NbRyra7Hunz6YOS6RMYkxvLX9qF0RFIQsAZiQUVbt6f/PSbME4K8wES6dPprK+hY27bejgGBjCcCEjLKqBsIEspMtAfTF9LGJjEuKYUXxUbs7OMhYAjAho6yygbFJo4iKsD/7vhARLp2eSVV9Cy8WHXA7HDOI7D/BhIT2DqW8upEc6//vl6ljEshOGcV9K3bR0mZHAcHCEoAJCUdONNHS3mEngPtJRFgwLZPy6kaeLdzf+wYmIFgCMCHBbgAbuCmZ8cydkMJv3tpFQ0ub2+GYQWAJwISE0sp6EmMiSImNdDuUgCUi/MdV06iobeaR1XvdDscMAksAJiSUVjUwPi3ObgAboLkTUlk4cwwPvb2bitpmt8MxA+RXAhCRhSJSLCIlInK7j/XRIvKMs36NiOR6rbvDKS8WkSu8ypNF5HkR2SEi20XknMFokDFd1TS2cryhlVy7/n9QfH/hVJraOrjvrV1uh2IGqNcEICLhwP3AlcAM4HoRmdGl2k1AtapOBu4B7na2nQEsBWYCC4EHnP0B/AZ4VVWnAWfgmXDemEFXWlkPwIRUmwB+MEzMiOeGeeN5am0Zuyvq3A7HDIA/RwDzgBJV3aOqLcAyYFGXOouAx53l54EF4jnWXgQsU9VmVd0LlADzRCQRuAB4FEBVW1TVbjM0Q2JfZQNR4WGMSYpxO5Sg8Y0F+cREhPGLV4vdDsUMgD8JIAvwvu6r3CnzWUdV24AaIK2HbScCFcAfRWSDiDwiIvb1zAyJssp6clJHER5m/f+DJSMhmv9z4SRe3XqY9aVVbodj+smfBODrv6brqFDd1emuPAKYAzyoqmcC9cAp5xYARORmESkUkcKKigo/wjXmX5pb2zlU08SENPt+Mdi+dH4eGQnR/PyVHagNFx2Q/EkA5UCO1+Ns4GB3dUQkAkgCqnrYthwoV9U1TvnzeBLCKVT1YVUtUNWCjIwMP8I15l/KqhtQYIKdAB50sVERfOeyKawvrebVLYfdDsf0gz8JYB2QLyJ5IhKF56Tu8i51lgM3OsuLgRXq+UqwHFjqXCWUB+QDa1X1MLBfRKY62ywAtg2wLcacorSyAQHGp1gCGApL5mYzbUwCP3t5O40t7W6HY/qo1wTg9OnfCryG50qdZ1V1q4jcKSJXO9UeBdJEpAT4Dk53jqpuBZ7F8+H+KnCLqnb+lXwdeFJEPgRmAz8fvGYZ47Gvsp6xSTFER4b3Xtn0WUR4GD+5eiYHjjfy4Nu73Q7H9JFfk8Kr6ivAK13KfuS13AQs6Wbbu4C7fJRvBAr6EqwxfdHa3kF5VSNzJ6S4HUpQO3tiGlefMY7fv72bJXOzbcC9AGJ3Apugtf3QCVraO6z/fxj8x1XTiQgTfvqS9eQGEksAJmgV7qsGsCuAhsGYpBi+uSCfN7cfsRPCAcQSgAlahaVVJMdGkjTKBoAbDjedl8eMsYn8ePkWTjS1uh2O8YMlABOUVJXCfdXk2rf/YRMRHsZ/f/p0Kmqb7Q7hAGEJwASl/VWNHK1ttvH/h9kZOcnc+LFc/rKmlDV7Kt0Ox/TCEoAJSoXO8AR2BDD8brt8KuNTY7nt+U3UNdvEMSOZJQATlNbtqyYhJoLRidFuhxJy4qIj+OWSMyivbuSul22Q35HMEoAJSutLq5g7IYUwmwDGFWflpnLz+RN5em0ZK4uPuh2O6YYlABN0jje0sPNIHQV2A5irvn3ZFKaNSeC2Zzdx9EST2+EYHywBmKCzzrn+vyA31eVIQltMZDi/vf5MGlra+eayjbR32IihI40lABN0PthTSXREGLNzkt0OJeTlZyZw56KZvL+nkt+usCkkRxpLACbovL+7kjnjU4ixAeBGhMVzs/n0mVn85q1drNxh5wNGEksAJqgcb2hh++ETnDMpze1QjENEuOtTpzN9TCLfWLaBPTaP8Ijh12igxgSKD/ZUoYolgCHy1Jqyfm/78VljuX9lCdc99AFfvWjSySO0G+aPH6zwTB/ZEYAJKh/sqSQmMowzsq3/f6RJiY3ihvnjqaxv5sk1pbR1dLgdUsizBGCCygd7KimYkEpUhP1pj0QT0+P59JxsdlfU89eiA3TYXMKusv8SEzQq65rZcbjWun9GuDnjU7h8RiYb9x/ntS2HbUJ5F1kCMEFj7V7P+D9nT7QEMNJdOCWDsyemsbrkGL96faclAZf4lQBEZKGIFItIiYjc7mN9tIg846xfIyK5XuvucMqLReSKLtuFi8gGEfn7QBtizD93VxIbFc6s7CS3QzG9EBE+MWssBRNS+N3KEu590+4RcEOvVwGJSDhwP3AZUA6sE5Hlquo999tNQLWqThaRpcDdwHUiMgNYCswExgFvisgUr4nhv4lnovnEQWuRCVnvlhzj7IlpRIbbgW0gCBPhmjOzyE2P4zdv7aKhpY07rpxOWJiN3zRc/PlPmQeUqOoeVW0BlgGLutRZBDzuLD8PLBARccqXqWqzqu4FSpz9ISLZwMeBRwbeDBPq9lc1sPdYPefnp7sdiumDMBH+37WzuPGcCfxh9V5ue24Tre12ddBw8ec+gCxgv9fjcmB+d3VUtU1EaoA0p/yDLttmOcv3At8HEvoetjEftXrXMQDOz89wORLTV8vW7WdKZgKXTh/NXzccYGP5cW44azyx0R/9eLL7BQafP0cAvo7Hup6x6a6Oz3IR+QRwVFXX9/rkIjeLSKGIFFZUVPQerQlJq3dVMC4phkkZNgFMIBIRLpmWyeI52ZRVNnD/qhIO1TS6HVbQ8ycBlAM5Xo+zgYPd1RGRCCAJqOph23OBq0VkH54upUtE5C++nlxVH1bVAlUtyMiwb3fmVG3tHbxbcozz8zMQG/8/oM2ZkMKXz59Ie4fy4KrdvL+n0q4QGkL+JIB1QL6I5IlIFJ6Tusu71FkO3OgsLwZWqOddWw4sda4SygPygbWqeoeqZqtqrrO/Far6b4PQHhOCNpXXUNvUxgVT7AtCMMhJjeWWiyczMSOOlzYd5In3S6lpbHU7rKDU6zkAp0//VuA1IBx4TFW3isidQKGqLgceBf4sIiV4vvkvdbbdKiLPAtuANuAWryuAjBkUq3dVIALnTrbr/4NFQkwkN56Tywd7q/jH5kPc88ZOROCL5+bZXd6DSALp8KqgoEALCwvdDsOMMNc++E/aOpS/3XLuKesGMniZGRmq6lt4+cODbD9cy6SMOO5cdBrnTrarvfpCRNarakHXckulJqAdb2hh4/7jXGCXfwat1LgoPndOLo99voDWduWzj6zhlieLKK9ucDu0gGfDQZuAtqq4gvYOZcH0TLdDMUPskmmZfGxSOg+9vYcH3y7hje1H+NJ5eXz1okkkxES6HV5AsgRgAtob24+QkRDNrCwb/iHYdXbnZSRE841L8nlj2xEeWLWbx98v5bLpmcydkEK4cxex3TPgH+sCMgGrpa2Dt4sruHT6aBs+IMQkx0axpCCHr100iYz4KP534wHuX1lCaWW926EFFEsAJmCt2VtJXXMbl1r3T8jKTonly+dP5IZ542lsbeehd/bw4oYDnGiyy0b9YQnABKw3tx0hJjLMrggJcSLCaVlJfOvSfM6bnE7hviquvHf1yeHBTfcsAZiApKq8uf0o5+dnnJxb1oS26Ihwrjp9LP/nwklEhAvXPfw+v35jJx0dgXOp+3CzBGAC0vZDtRw43shl1v1juhifGssr3zifa+dkc99bu/jyE4XWJdQNSwAmIL269TBhAvzg4o8AABUoSURBVBdPG+12KGYEiouO4BeLZ/Ffi2by9s4Krrn/PfZX2X0DXVkCMAFHVfn7poOcPTGNjIRot8MxI5SI8LlzcvnLl+ZzrLaZax/8J8WHa90Oa0Sx+wBMwNl68AR7jtXz5Qsmuh2KGaG6DgHy+XPz+ON7e1l0/7t84WN55KTGnlwXyvcM2BGACTgvfXiQiDBh4cwxbodiAsSYxBi+csEkYqMi+OM/93LguM01AHYEYAKMqvLM2v1MyojnH1sOux2OCSApcVHcdF4ef3hnD398by9fPn8imYkxboflKjsCMAGlqKya442tzMq2oR9M36XEepJAeJjw2Ht7Od7Q4nZIrrIjABNQXtp0iIgwYfrYRLdDMQEqLT6aL5ybx0Nv7+aJ90sZFRlOtB/3kgTjuQI7AjABo7mtnZc2HWTqmAS7+csMyJjEGG6YP56jtU08va6M9hC9WcwSgAkYb2w7QmV9C2flprodigkC+aMTWHRGFjuP1PH6ttA8n2QJwASMp9eWkZU8ismj490OxQSJs/JSmZ+Xyupdx9hyoMbtcIadXwlARBaKSLGIlIjI7T7WR4vIM876NSKS67XuDqe8WESucMpyRGSliGwXka0i8s3BapAJTqWV9bxXUsnSs3IIExv62Qyej88aS07KKF4oKudobZPb4QyrXhOAiIQD9wNXAjOA60VkRpdqNwHVqjoZuAe429l2Bp4J4mcCC4EHnP21Ad9V1enA2cAtPvZpzEnL1u0nTGBJQY7boZggExEWxg3zJxARJixbu5/W9g63Qxo2/hwBzANKVHWPqrYAy4BFXeosAh53lp8HFoiIOOXLVLVZVfcCJcA8VT2kqkUAqloLbAeyBt4cE4xa2jp4rnA/l0zLZExSaF+3bYZG0qhIFs/N5vCJJl7fGjrnA/xJAFnAfq/H5Zz6YX2yjqq2ATVAmj/bOt1FZwJr/A/bhJJXNh/iWF0LN8y3b/9m6Ewdk8jZE1N5b3clu46GxphB/iQAXx2uXa+Z6q5Oj9uKSDzwAvAtVT3h88lFbhaRQhEprKio8CNcE0xUld+/vZv80fFcNMVG/jRDa+HMsWQkRPPC+nIamtvcDmfI+ZMAygHvr17ZwMHu6ohIBJAEVPW0rYhE4vnwf1JV/9rdk6vqw6paoKoFGRkZfoRrgsmq4gp2HK7lKxdOsnl/zZCLigjjuoIc6pvbeXHjAVSD+/4AfxLAOiBfRPJEJArPSd3lXeosB250lhcDK9Tzyi0HljpXCeUB+cBa5/zAo8B2Vf31YDTEBKcHV+1mXFIMV88e53YoJkSMSx7FZTMy2XrwBEVl1W6HM6R6TQBOn/6twGt4TtY+q6pbReROEbnaqfYokCYiJcB3gNudbbcCzwLbgFeBW1S1HTgX+BxwiYhsdH6uGuS2mQC3vrSKtfuq+NL5E4kMt1tWzPA5Lz+dvPQ4XvrwEJV1zW6HM2T8GgtIVV8BXulS9iOv5SZgSTfb3gXc1aXsXXyfHzAG8PT93/vmLpJjI1k6z07+muEVJsKSudnct2IXz68vD9q5J+xrlRmRVu2sYPWuY3z9knxio2zMQjP8kmOj+OSscZRWNfDurmNuhzMkLAGYEaetvYOfv7yd3LRYPnf2BLfDMSFsdk4yM8cl8sb2I+w47PNCxYBmCcCMOM8U7mfX0Tpuv3IaURH2J2rcIyIsmp1FTGQ4335mEy1twXWXsP13mRGlur6Fe97YybzcVK6wKR/NCBAfHcGnZmex/dAJ7ntrl9vhDCpLAGZE+dHyrdQ0tvKTq2ciNuibGSFmjEvk2jnZPLCqhA1BdGmoJQAzYrz84SFe2nSQby7IZ8Y4m/HLjCw/vnoGYxJj+O6zm2hsaXc7nEFhCcCMCEdrm/jP/93MGdlJfOXCSW6HY8wpEmMi+cWSM9hzrJ47/77N7XAGhSUA47rmtna+9pciGlra+dVnziDCbvoyI9S5k9P5yoWTeHptGX//sOuIOIHHLrA2rlJV/vPFLRSWVrP0rBzW7q1m7d7g6WM1wee7l09hzd5K7nhhM2dkJ5OTGut2SP1mX7WMqx56Zw/PrS/nGwvymZWd7HY4xvQqMjyM+5aeCQJffXJ9QJ8PsARgXPPI6j38zz928PFZY/nWgny3wzHGbzmpsfxm6Wy2HjzB91/4MGBHDbUEYFzxwKoSfvbydq46fQz3Xjfbhno2AeeSaZl8/4ppvLTpIA+s2u12OP1i5wCGwVNryvyue8P88UMYifua29r5yfKtPL12P4tmj+NXS+ykrwlcX7lwIjsOn+AXrxUzJjGGa+dmux1Sn1gCMMOmvLqBW54sYlN5DV+7aBLfvXwq4fbN3wQwEeHua2dRWdfC957fRExkOB+fNdbtsPxmCcAMufYO5Yn39/HL14oREX7/b3NZeJoN82CCQ0xkOA//+1xufGwt31y2ARG46vTASAJ27G2GjKryzs4Krrn/PX760jYKclP5xzfPtw9/E3RioyJ47PNncUZOMl97sogHV+0OiBPDdgRgBl1bewcrdhzlD6v3sG5fNcmjIrmuIIdZ2UmsDtJx1Y1JiInkyS/N57bnNnH3qzvYdaSWnyyaSWJMpNuhdcsSwCBobe+g5GgdWw+eYNeRWvZXN3CgupETTW3UNbfR0NJOVLgQHRFO4qgIkmOjGJ0QTXZKLGOTYoJiukNVZfuhWl7ZfIgXiso5VNPE2KQYrj5jHAUTUuxErwkJMZHh3Lf0TCZlxPPbFbt4f08lP//06Vw8dbTbofnkVwIQkYXAb4Bw4BFV/Z8u66OBJ4C5QCVwnaruc9bdAdwEtAPfUNXX/NnnSFbT0Mr6sioK91VTWFrNh+XHaWr1jBMeFR5GdsooslJGMSEtjrjocEqO1tPW3kFTazs1ja3sr2qksdVz80iYQGZiDFnJoxifGsu8vFQmZcSN+JEwVZWK2maKyqp5t+QYq3cdo7SygTDx3C7/40/O5NLpo3m2sNztUI0ZVmFhwrcvm8LF00bzvec28YU/ruO8yenceslk5ueljqj/bemtn0pEwoGdwGVAObAOuF5Vt3nV+RowS1W/IiJLgU+p6nUiMgN4GpgHjAPeBKY4m/W4T18KCgq0sLCw760cgMaWdrYdqmHT/ho2H6jhw/Lj7K6oByAiTJg5LpE5E1JOzhyUlx5/ypUtXS8DVVVONLVxoLqB8uONHKhupLz6X0khOTaSOeNTmDM+meljE5mSmUB2yihX/nBUleqGVsqrG9hX2cC2gyfYdugE2w7WcKyuBYDYqHDm56Vy2YwxXD4zk/T46JPb9+USWGNGsv5cot3c1s4T/yzloXf2cKyumeljE/nErLFcedoY8tKH74ueiKxX1YJTyv1IAOcAP1HVK5zHdwCo6n971XnNqfO+iEQAh4EM4Hbvup31nM163Kcvg5UAOjqU1o4O6praqGls5URTGycaW6luaKG8upH9VQ2UVTWc7MrpcF6izMRoTs9KZnZOEnMnpHJGTpJf89X68yGoqhyra2FsUgzrS6spLK06mWjAMylFfmY8kzLiyUyMJiM+mtGJMYxOiCY5NpLoiHBiIsOJiQwjJjKcMBFUFQVUQVGaWjtobGmnsbWdhpY2r+V2ahpaqaxvoaq+mar6Virrmzl43JOYGrxudY8MF/JHJxATGc64ZM+RS3ZKrF3OaYLeQO7RaWpt57n15bxYVE5R2XEA0uOjmJ2TwtQx8UxIjWNscgxJoyJJjIkkcVQkiTERg9Z12l0C8KcLKAvY7/W4HJjfXR1VbRORGiDNKf+gy7ZZznJv+xw0n3rgPXYdqaO1vYO2DqW9o+eklx4fRU5qLGfmpPCpM7M5PSuJWdlJZCbGDFWIiAgZCdF85qwcPnNWDgAnmlrZdaSWHYdr2Xm4luIjtazeVcGxupZe29Bf0RFhpMVFkRofRW5aHOdNzjjZpZWTEsuk0XFER4TbN3tj+iAmMpzPnT2Bz509gQPHG1m54yhFZdVs3H+cVcVHaevm/zkyXIgICyMiXFj3g0uJiQwf1Lj8SQC+vtp1jba7Ot2V+0prPl8BEbkZuNl5WCcixd3EOWhKgfWDu8t0wK/LXz47uM/rJr/bHERCrc0h1V7nf9O1No/66YA2n+Cr0J8EUA7keD3OBroOhN1Zp9zpAkoCqnrZtrd9AqCqDwMP+xHniCUihb4Ov4KZtTn4hVp7Ifja7E8H0zogX0TyRCQKWAos71JnOXCjs7wYWKGekwvLgaUiEi0ieUA+sNbPfRpjjBlCvR4BOH36twKv4blk8zFV3SoidwKFqroceBT4s4iU4Pnmv9TZdquIPAtsA9qAW1S1HcDXPge/ecYYY7rT61VAZuBE5GanKytkWJuDX6i1F4KvzZYAjDEmRNn9+cYYE6IsAQwxEVkoIsUiUiIit7sdz1AQkX0isllENopIoVOWKiJviMgu53eK23EOhIg8JiJHRWSLV5nPNorHfc57/qGIzHEv8v7rps0/EZEDznu9UUSu8lp3h9PmYhG5wp2oB0ZEckRkpYhsF5GtIvJNpzwo32tLAEPIGUbjfuBKYAZwvTM8RjC6WFVne10idzvwlqrmA285jwPZn4CFXcq6a+OVeK54y8dzD8uDwxTjYPsTp7YZ4B7nvZ6tqq8AOH/XS4GZzjYPOH//gaYN+K6qTgfOBm5x2haU77UlgKE1DyhR1T2q2gIsAxa5HNNwWQQ87iw/DlzjYiwDpqrv4LnCzVt3bVwEPKEeHwDJIhIYM4R46abN3VkELFPVZlXdC5Tg+fsPKKp6SFWLnOVaYDue0QuC8r22BDC0fA2jkdVN3UCmwOsist65cxsgU1UPgeefChiZ4+EOTHdtDPb3/Vanu+Mxr669oGuziOQCZwJrCNL32hLA0PJnGI1gcK6qzsFzOHyLiFzgdkAuC+b3/UFgEjAbOAT8yikPqjaLSDzwAvAtVT3RU1UfZQHTbksAQ8ufYTQCnqoedH4fBV7Ec+h/pPNQ2Pl91L0Ih0x3bQza911Vj6hqu6p2AH/gX908QdNmEYnE8+H/pKr+1SkOyvfaEsDQCvohL0QkTkQSOpeBy4EtfHR4kBuBv7kT4ZDqro3LgX93rhA5G6jp7D4IdF36tz+F572G7od9CSgiInhGNtiuqr/2WhWc77Wq2s8Q/gBX4Zn8ZjfwA7fjGYL2TQQ2OT9bO9uIZzjwt4Bdzu9Ut2MdYDufxtPl0YrnW99N3bURT7fA/c57vhkocDv+QWzzn502fYjnw2+sV/0fOG0uBq50O/5+tvk8PF04HwIbnZ+rgvW9tjuBjTEmRFkXkDHGhChLAMYYE6IsARhjTIiyBGCMMSHKEoAxxoQoSwDGGBOiLAEYn0Sk3Rnud4uIPCcisU55ndux9UZE/iQii92OYyQTkc+LyLh+bHeN94i2InKniFw6uNGZ4WIJwHSnUT3D/Z4GtABfcTsgM6g+D/hMAL0M43wNnqHNAVDVH6nqm4MbmhkulgCMP1YDk70LRCReRN4SkSJnMphFTnmciLwsIpuco4frnPJ9IvJzEXlfRApFZI6IvCYiu0XkKz3tszsi8kMR2eFM0PG0iNzmo84+EUl3lgtEZJXXc/3ReZ4PReRap/x6p2yLiNztlIU7RxVbnHXfdsonicirziioq0VkWg+xZorIi87rsklEPuaUf8fZ7xYR+ZZTliueCUn+IJ5JSV4XkVHOuski8qazjyIRmeSUf09E1jlt+WlP+3GOjgqAJ52jvFHO6/QjEXkXWCIiX3b2t0lEXhCRWCfmq4FfONtN8j7aEpEFIrLBeY0eE5For/fgp17va7evkxlmbt+KbD8j8weoc35H4Bn35Ks+yhOd5XQ8478LcC3wB6/9JDm/93nt4x48t9onABnA0Z722U18BXhu0x/l7GcXcJuz7k/AYq/nTffaZpWzfDdwr9f+UvB8Iy5zYooAVuD5xjsXeMOrbrLz+y0g31meD6zo4fV8Bs/IkgDhQJKz381AHBCPZyiNM4FcPBOTzHbqPwv8m7O8BviUsxwDxOIZf+lh5/UPA/4OXNDLflbhNWyB8zp93+txmtfyz4Cvd31tvR87sewHpjjlT3i1d5/X9l8DHnH779t+PD92BGC6M0pENgKFeD4UH+2yXoCfi8iHwJt4xkDPxPOBdqmI3C0i56tqjdc2nQPhbQbWqGqtqlYATSKS3MM+fTkP+JuqNqpn4o6X+ti+S/GM4QKAqlYDZ+FJEBWq2gY8ieeDdA8wUUR+KyILgRPiGS74Y8Bzzuv0ENDTRCCX4MwWpZ7RNGucNryoqvWqWgf8FTjfqb9XVTc6y+uBXPEMupelqi86+2lS1QY8CeByYANQBEzDMxibz/30EOMzXsunOUc1m4HP4pnpqydTnefa6Tx+HM9r16lzVM3eYjDDKMLtAMyI1aiqs3tY/1k835TnqmqriOwDYlR1p4jMxTOA1n+LyOuqeqezTbPzu8NrufNxRHf77Ob5fY3D7ksb/+rq9N6XcOq47T73qarVInIGcAVwC/AZ4FvA8V5eo9701Abv16cdz5FOd/UF+G9VfegjhZ4JTXztpzv1Xst/Aq5R1U0i8nngoh6264yhJ51xtGOfOyOGHQGY/krC03XTKiIXAxMAxHNlSYOq/gX4JdCXSbJ97rMb7wKfFJEY59v4x7uptw9PVwt4uqc6vQ7c2vlAPDNbrQEuFJF08ZwIvR542zmHEKaqLwA/BOaoZ5KQvSKyxNlenCTRnbeArzp1w0UkEXgHuMbpX4/DM7zy6u524DxnuYhc4+wnWjxXZ70GfNF5HRCRLBHpbQa2WjxdZ91JAA6JZ2z8z/qx3Q48Rymd54o+B7zdSwzGZZYATH89CRSISCGeD4gdTvnpwFqnW+QHePqPB7rPU6jqOjxdSpvwdC8UAjU+qv4U+I2IrMbz7bPTz4AU5+TrJjyT2h8C7gBWOvstUtW/4emKWuW06U9OHZwYb3K230rP8z1/E7jY6VJZD8xUz9yzf8Izbv4aPH3jG3rYB3g+WL/hdJP9Exijqq8DTwHvO/t/np4/3HGe9/edJ4F9rP+hE9MbfPR9WAZ8zznZO6mzUFWbgC/g6RLbjOeo7ve9xGBcZsNBm4AlIvGqWud8C34HuNn5UDXG+MH64kwge1g8NyXFAI/bh78xfWNHAGZEE5HOmZi6WqCqlcMdT29E5AfAki7Fz6nqXW7EY0xPLAEYY0yIspPAxhgToiwBGGNMiLIEYIwxIcoSgDHGhChLAMYYE6L+Px5jIUyEGS8DAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###删除类别标签\n",
    "X = train.drop('Target',axis=1)\n",
    "feat = X.columns\n",
    "for column in feat:\n",
    "    sns.distplot(train[column],kde = True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
